{"id":"W4309650909","doi":"10.1162/rest_a_01268","title":"Who Opts In? Composition Effects and Disappointment from Participation Payments","year":2022,"lang":"en","type":"article","venue":"The Review of Economics and Statistics","topic":"Experimental Behavioral Economics Studies","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Disappointment; Incentive; Payment; Composition (language); Database transaction; Economics; Business; Microeconomics; Public economics; Actuarial science; Finance; Psychology; Social psychology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02881732,0.000262497,0.001019339,0.0007737199,0.001447281,0.00245669,0.0008462311,0.002062798,0.02032948],"category_scores_gemma":[0.1191649,0.0003292723,0.0007948327,0.0008262887,0.003202582,0.002450687,0.001943142,0.00388451,0.0019558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001244219,"about_ca_system_score_gemma":0.0008865977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001231682,"about_ca_topic_score_gemma":0.001535242,"domain_scores_codex":[0.9833373,0.01177653,0.0008052947,0.001066855,0.0020127,0.001001275],"domain_scores_gemma":[0.7837983,0.1500279,0.04551417,0.009849161,0.005679204,0.005131174],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008419265,0.00495468,0.6298854,0.0007726955,0.0009066677,0.0009675259,0.007357928,0.003304197,0.002795776,0.05956443,0.01480572,0.2662656],"study_design_scores_gemma":[0.001197122,0.003241254,0.7435433,0.0008034694,0.001266845,0.001147456,0.01136603,0.01464937,0.004410895,0.2003271,0.01779117,0.0002559192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9537413,0.001682291,0.005966772,0.01272937,0.0001912295,0.000170346,0.0005011492,0.00006332005,0.0249542],"genre_scores_gemma":[0.9959725,0.000327628,0.0004791443,0.001201407,0.00009881311,0.00004977921,0.00005997606,0.00001234251,0.001798339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9711827,"threshold_uncertainty_score":0.1524023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02929649118450269,"score_gpt":0.3410052237677157,"score_spread":0.311708732583213,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}